ANNEAL: Adapting LLM Agents via Governed Symbolic Patch Learning

Safayat Bin Hakim, Keyan Guo, Wenkai Tan +3

LLM-based agents can recover from individual execution errors, yet they repeatedly fail on the same fault when the underlying process knowledge--operator schemas, preconditions, an…